Is all this really needed?
Simpler alternative
- Aggregate data into suitable time windows
- Compute support, correlation, ?, etc. in each window
- Use variance threshold to choose itemsets
Pitfalls
- Choices: windows, thresholds
- May miss fine detail
- Over-sensitive to outliers